In the course "Foundations of Data Visualization", you will build a solid foundation in data visualization, learning how to effectively transform raw data into meaningful insights. The course covers fundamental concepts, including basic data types, human visual perception, and essential design principles that influence how we interpret and understand visual information. You will also explore various visualization techniques suitable for different data types, from bar charts to scatter plots, and learn how to select the best approach for specific data sets. The course emphasizes how human visual perception impacts how we process and interpret data, helping you create visuals that resonate with your audience.
What makes this course unique is its combination of practical, hands-on exercises and theoretical knowledge, enabling you to apply what you’ve learned in real time. You’ll gain experience in designing intuitive, impactful visualizations that not only display data but also tell a compelling story.
This course introduces fundamental concepts of data visualization, focusing on understanding how data can be effectively visualized for insight generation. The modules cover basic techniques, human visual perception, and essential design principles, setting a strong foundation in visualization for those new to the field or wanting to enhance their design skills.
涵盖的内容
2篇阅读材料
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2篇阅读材料•总计15分钟
Course Overview•10分钟
Instructor Biography: Jesus J. Caban•5分钟
Introduction to Data Visualization
第 2 单元•小时 后完成
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In this introductory module, learners will explore the foundational aspects of data visualization, gaining insights into the key topics covered throughout the course. Learners will also become familiar with the grading criteria and structure, setting clear expectations for learning journey. This module provides an overview of high-level concepts in data visualization, tracing its history, evolution, and purpose in enhancing data understanding and decision-making. By the end, learners will have a solid understanding of what lies ahead and how data visualization can transform complex information into actionable insights.
涵盖的内容
5个视频2篇阅读材料3个作业
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5个视频•总计62分钟
Module Introduction•2分钟
Introduction to Data Visualization•20分钟
History of Data Visualization•15分钟
Data Visualization Lies•8分钟
Introduction to EN.605.662 - Syllabus•17分钟
2篇阅读材料•总计220分钟
Reading References•110分钟
Reading References•110分钟
3个作业•总计90分钟
Introduction to Data Visualization•60分钟
Foundations of Data Visualization•15分钟
Pitfalls and Practicalities in Data Visualization•15分钟
Basic Data Type and Visualization Techniques
第 3 单元•小时 后完成
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In this module, learners will delve into foundational visualization techniques and learn to differentiate key data types, including nominal and ordinal data. Learners will be able to explore a range of basic visualization methods, examine their strengths and limitations, and gain insight into how these techniques can be adapted to represent multiple variables effectively. By the end of this module, learners will be equipped to select and apply suitable visualization techniques based on data type and analysis needs.
涵盖的内容
4个视频3篇阅读材料3个作业
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4个视频•总计46分钟
Module Introduction•2分钟
Introduction to Visualization Techniques•13分钟
Basic Visualization Techniques - Part I•18分钟
Basic Visualization Techniques - Part II•13分钟
3篇阅读材料•总计240分钟
Reading References•100分钟
Reading References•100分钟
Self-Reflective Reading: Understanding Effective Data Visualizations•40分钟
3个作业•总计90分钟
Basic Data Type and Visualization Techniques•60分钟
Overview of Basic Visualization Techniques•15分钟
Expanding Visualization Techniques•15分钟
Human Visual Perception
第 4 单元•小时 后完成
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This module explores how human visual perception shapes our understanding of visual data, focusing on the workings of the visual system and how we interpret visual information. Learners will learn the distinctions between pre-attentive and attentive processing, which play crucial roles in how we notice and interpret data. Additionally, they’ll examine various encoding techniques within visualizations to enhance data comprehension and engagement. By the end of this module, learners will understand how to leverage perceptual principles to create effective and intuitive data visualizations.
涵盖的内容
4个视频4篇阅读材料3个作业
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4个视频•总计38分钟
Module Introduction•2分钟
Human Visual Perception•6分钟
Visual Variables•18分钟
Principle of Grouping•13分钟
4篇阅读材料•总计180分钟
Reading References•40分钟
Reading References•40分钟
Self-Reflective Reading: Fostering Collaboration and Overcoming Imposter Syndrome•40分钟
Self-Reflective Reading: The Visualization Design Process•60分钟
3个作业•总计90分钟
Human Visual Perception •60分钟
Understanding Human Visual Perception•15分钟
Visual Variables and Grouping Principles•15分钟
Visualization Design Principles
第 5 单元•小时 后完成
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This module equips learners with key principles for creating clear and impactful data visualizations. Learners will explore the data-to-ink concept, principles of graphical excellence, and the re-design process to enhance existing visuals. Through practical exercises and case studies, learners will master the art of crafting compelling visual narratives that effectively communicate insights and support decision-making.
涵盖的内容
3个视频3篇阅读材料3个作业
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3个视频•总计34分钟
Module Introduction•2分钟
Visualization Design •20分钟
Graphical Excellence•12分钟
3篇阅读材料•总计220分钟
Reading References•90分钟
Reading References•90分钟
Self-Reflective Reading: Exploring Sports Data Visualization•40分钟
The mission of The Johns Hopkins University is to educate its students and cultivate their capacity for life-long learning, to foster independent and original research, and to bring the benefits of discovery to the world.
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